Pandas Profiling Report

Dataset statistics

Number of variables	22
Number of observations	2350
Missing cells	1404
Missing cells (%)	2.7%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	486.8 KiB
Average record size in memory	212.1 B

Variable types

Categorical	2
Numeric	20

Alerts

`Country` has a high cardinality: 188 distinct values	High cardinality
`Life Expectancy` is highly overall correlated with `Adult Mortality` and 12 other fields	High correlation
`Adult Mortality` is highly overall correlated with `Life Expectancy` and 5 other fields	High correlation
`Alcohol` is highly overall correlated with `Income Composition Of Resources` and 4 other fields	High correlation
`Polio` is highly overall correlated with `Life Expectancy` and 6 other fields	High correlation
`Total Expenditure` is highly overall correlated with `Percentage Expenditure`	High correlation
`Diphtheria` is highly overall correlated with `Life Expectancy` and 6 other fields	High correlation
`HIV/AIDS` is highly overall correlated with `Life Expectancy` and 6 other fields	High correlation
`Thinness 10-19 Years` is highly overall correlated with `Life Expectancy` and 6 other fields	High correlation
`Thinness 5-9 Years` is highly overall correlated with `Life Expectancy` and 6 other fields	High correlation
`Income Composition Of Resources` is highly overall correlated with `Life Expectancy` and 13 other fields	High correlation
`Schooling` is highly overall correlated with `Life Expectancy` and 13 other fields	High correlation
`Population` is highly overall correlated with `GDP` and 1 other fields	High correlation
`GDP` is highly overall correlated with `Life Expectancy` and 5 other fields	High correlation
`Percentage Expenditure` is highly overall correlated with `Total Expenditure`	High correlation
`BMI` is highly overall correlated with `Life Expectancy` and 7 other fields	High correlation
`Infant Deaths` is highly overall correlated with `Life Expectancy` and 13 other fields	High correlation
`Under-Five Deaths` is highly overall correlated with `Life Expectancy` and 13 other fields	High correlation
`Hepatitis B` is highly overall correlated with `Polio` and 1 other fields	High correlation
`Measles` is highly overall correlated with `Population`	High correlation
`Status` is highly overall correlated with `Life Expectancy` and 5 other fields	High correlation
`Alcohol` has 166 (7.1%) missing values	Missing
`Total Expenditure` has 190 (8.1%) missing values	Missing
`Thinness 10-19 Years` has 28 (1.2%) missing values	Missing
`Thinness 5-9 Years` has 28 (1.2%) missing values	Missing
`Income Composition Of Resources` has 138 (5.9%) missing values	Missing
`Schooling` has 136 (5.8%) missing values	Missing
`Percentage Expenditure` has 69 (2.9%) missing values	Missing
`BMI` has 27 (1.1%) missing values	Missing
`Hepatitis B` has 452 (19.2%) missing values	Missing
`Measles` has 122 (5.2%) missing values	Missing
`Country` is uniformly distributed	Uniform
`Income Composition Of Resources` has 110 (4.7%) zeros	Zeros
`Schooling` has 26 (1.1%) zeros	Zeros
`GDP` has 38 (1.6%) zeros	Zeros
`Measles` has 649 (27.6%) zeros	Zeros

Reproduction

Analysis started	2023-01-21 04:00:35.279608
Analysis finished	2023-01-21 04:01:13.753115
Duration	38.47 seconds
Software version	pandas-profiling vv3.6.2
Download configuration	config.json

Country
Categorical

HIGH CARDINALITY UNIFORM

Distinct	188
Distinct (%)	8.0%
Missing	0
Missing (%)	0.0%
Memory size	36.7 KiB

Bulgaria	16
Mexico	16
Guatemala	16
Antigua and Barbuda	16
Tajikistan	16
Other values (183)	2270

Length

Max length	30
Median length	21
Mean length	8.4834043
Min length	4

Characters and Unicode

Total characters	19936
Distinct characters	56
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	5 ?
Unique (%)	0.2%

Sample

1st row	Albania
2nd row	Uruguay
3rd row	Guyana
4th row	Cabo Verde
5th row	Moldova

Common Values

Value	Count	Frequency (%)
Bulgaria	16	0.7%
Mexico	16	0.7%
Guatemala	16	0.7%
Antigua and Barbuda	16	0.7%
Tajikistan	16	0.7%
Romania	16	0.7%
Liberia	16	0.7%
Uganda	16	0.7%
Central African Republic	15	0.6%
Malaysia	15	0.6%
Other values (178)	2192	93.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
republic	63	2.1%
and	61	2.1%
south	43	1.5%
united	41	1.4%
guinea	39	1.3%
sudan	27	0.9%
new	27	0.9%
st	25	0.9%
congo	25	0.9%
korea	24	0.8%
Other values (204)	2563	87.2%

Most occurring characters

Value	Count	Frequency (%)
a	3049	15.3%
i	1757	8.8%
n	1498	7.5%
e	1368	6.9%
r	1109	5.6%
o	1051	5.3%
u	812	4.1%
t	742	3.7%
l	693	3.5%
d	615	3.1%
Other values (46)	7242	36.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	16336	81.9%
Uppercase Letter	2905	14.6%
Space Separator	588	2.9%
Other Punctuation	81	0.4%
Dash Punctuation	26	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	3049	18.7%
i	1757	10.8%
n	1498	9.2%
e	1368	8.4%
r	1109	6.8%
o	1051	6.4%
u	812	5.0%
t	742	4.5%
l	693	4.2%
d	615	3.8%
Other values (17)	3642	22.3%

Uppercase Letter

Value	Count	Frequency (%)
S	362	12.5%
B	258	8.9%
C	228	7.8%
M	223	7.7%
A	185	6.4%
G	180	6.2%
T	154	5.3%
L	151	5.2%
N	137	4.7%
I	133	4.6%
Other values (14)	894	30.8%

Other Punctuation

Value	Count	Frequency (%)
.	53	65.4%
,	14	17.3%
'	14	17.3%

Space Separator

Value	Count	Frequency (%)
	588	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	26	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	19241	96.5%
Common	695	3.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	3049	15.8%
i	1757	9.1%
n	1498	7.8%
e	1368	7.1%
r	1109	5.8%
o	1051	5.5%
u	812	4.2%
t	742	3.9%
l	693	3.6%
d	615	3.2%
Other values (41)	6547	34.0%

Common

Value	Count	Frequency (%)
	588	84.6%
.	53	7.6%
-	26	3.7%
,	14	2.0%
'	14	2.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	19922	99.9%
None	14	0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	3049	15.3%
i	1757	8.8%
n	1498	7.5%
e	1368	6.9%
r	1109	5.6%
o	1051	5.3%
u	812	4.1%
t	742	3.7%
l	693	3.5%
d	615	3.1%
Other values (45)	7228	36.3%

None

Value	Count	Frequency (%)
ü	14	100.0%

Year
Real number (ℝ)

Distinct	16
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2007.4549

Minimum	2000
Maximum	2015
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	36.7 KiB

Quantile statistics

Minimum	2000
5-th percentile	2000
Q1	2003
median	2007
Q3	2011
95-th percentile	2015
Maximum	2015
Range	15
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	4.6240859
Coefficient of variation (CV)	0.0023034569
Kurtosis	-1.2080397
Mean	2007.4549
Median Absolute Deviation (MAD)	4
Skewness	0.01591154
Sum	4717519
Variance	21.382171
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
2010	157	6.7%
2015	155	6.6%
2004	152	6.5%
2001	152	6.5%
2000	150	6.4%
2006	150	6.4%
2002	147	6.3%
2008	147	6.3%
2003	147	6.3%
2007	144	6.1%
Other values (6)	849	36.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2000	150	6.4%
2001	152	6.5%
2002	147	6.3%
2003	147	6.3%
2004	152	6.5%
2005	142	6.0%
2006	150	6.4%
2007	144	6.1%
2008	147	6.3%
2009	142	6.0%

Value	Count	Frequency (%)
2015	155	6.6%
2014	138	5.9%
2013	142	6.0%
2012	144	6.1%
2011	141	6.0%
2010	157	6.7%
2009	142	6.0%
2008	147	6.3%
2007	144	6.1%
2006	150	6.4%

Status
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	36.7 KiB

Developing	1921
Developed	429

Length

Max length	10
Median length	10
Mean length	9.8174468
Min length	9

Characters and Unicode

Total characters	23071
Distinct characters	10
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Developing
2nd row	Developing
3rd row	Developing
4th row	Developing
5th row	Developing

Common Values

Value	Count	Frequency (%)
Developing	1921	81.7%
Developed	429	18.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
developing	1921	81.7%
developed	429	18.3%

Most occurring characters

Value	Count	Frequency (%)
e	5129	22.2%
D	2350	10.2%
v	2350	10.2%
l	2350	10.2%
o	2350	10.2%
p	2350	10.2%
i	1921	8.3%
n	1921	8.3%
g	1921	8.3%
d	429	1.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	20721	89.8%
Uppercase Letter	2350	10.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	5129	24.8%
v	2350	11.3%
l	2350	11.3%
o	2350	11.3%
p	2350	11.3%
i	1921	9.3%
n	1921	9.3%
g	1921	9.3%
d	429	2.1%

Uppercase Letter

Value	Count	Frequency (%)
D	2350	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	23071	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	5129	22.2%
D	2350	10.2%
v	2350	10.2%
l	2350	10.2%
o	2350	10.2%
p	2350	10.2%
i	1921	8.3%
n	1921	8.3%
g	1921	8.3%
d	429	1.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23071	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	5129	22.2%
D	2350	10.2%
v	2350	10.2%
l	2350	10.2%
o	2350	10.2%
p	2350	10.2%
i	1921	8.3%
n	1921	8.3%
g	1921	8.3%
d	429	1.9%

Life Expectancy
Real number (ℝ)

Distinct	355
Distinct (%)	15.1%
Missing	5
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	69.179872

Minimum	36.3
Maximum	89
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	36.7 KiB

Quantile statistics

Minimum	36.3
5-th percentile	51.3
Q1	62.9
median	72
Q3	75.7
95-th percentile	82
Maximum	89
Range	52.7
Interquartile range (IQR)	12.8

Descriptive statistics

Standard deviation	9.6122484
Coefficient of variation (CV)	0.13894574
Kurtosis	-0.27277621
Mean	69.179872
Median Absolute Deviation (MAD)	5.8
Skewness	-0.62371869
Sum	162226.8
Variance	92.39532
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
73	37	1.6%
75	26	1.1%
78	24	1.0%
74.1	22	0.9%
74.9	21	0.9%
81	21	0.9%
74.5	21	0.9%
72	20	0.9%
73.6	20	0.9%
73.5	20	0.9%
Other values (345)	2113	89.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
36.3	1	< 0.1%
39	1	< 0.1%
41	1	< 0.1%
41.5	1	< 0.1%
42.3	1	< 0.1%
43.1	1	< 0.1%
43.5	1	< 0.1%
43.8	1	< 0.1%
44	1	< 0.1%
44.3	1	< 0.1%

Value	Count	Frequency (%)
89	9	0.4%
88	10	0.4%
87	8	0.3%
86	12	0.5%
85	12	0.5%
84	9	0.4%
83.7	1	< 0.1%
83.5	1	< 0.1%
83.3	1	< 0.1%
83.2	1	< 0.1%

Adult Mortality
Real number (ℝ)

Distinct	407
Distinct (%)	17.4%
Missing	5
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	166.40128

Minimum	1
Maximum	723
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	36.7 KiB

Quantile statistics

Minimum	1
5-th percentile	13
Q1	74
median	144
Q3	229
95-th percentile	412
Maximum	723
Range	722
Interquartile range (IQR)	155

Descriptive statistics

Standard deviation	124.76766
Coefficient of variation (CV)	0.74979989
Kurtosis	1.7432704
Mean	166.40128
Median Absolute Deviation (MAD)	75
Skewness	1.1804716
Sum	390211
Variance	15566.969
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12	28	1.2%
14	25	1.1%
16	21	0.9%
138	21	0.9%
13	19	0.8%
134	19	0.8%
165	18	0.8%
157	17	0.7%
76	17	0.7%
144	16	0.7%
Other values (397)	2144	91.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	10	0.4%
2	8	0.3%
3	4	0.2%
4	3	0.1%
5	2	0.1%
6	9	0.4%
7	10	0.4%
8	12	0.5%
9	7	0.3%
11	15	0.6%

Value	Count	Frequency (%)
723	1	< 0.1%
717	1	< 0.1%
715	1	< 0.1%
699	1	< 0.1%
693	1	< 0.1%
686	1	< 0.1%
682	1	< 0.1%
675	1	< 0.1%
654	1	< 0.1%
652	1	< 0.1%

Alcohol
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	984
Distinct (%)	45.1%
Missing	166
Missing (%)	7.1%
Infinite	0
Infinite (%)	0.0%
Mean	4.7391255

Minimum	0.01
Maximum	17.87
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	36.7 KiB

Quantile statistics

Minimum	0.01
5-th percentile	0.01
Q1	1.0175
median	3.9
Q3	8.01
95-th percentile	12.05
Maximum	17.87
Range	17.86
Interquartile range (IQR)	6.9925

Descriptive statistics

Standard deviation	4.0971148
Coefficient of variation (CV)	0.86452972
Kurtosis	-0.83211737
Mean	4.7391255
Median Absolute Deviation (MAD)	3.34
Skewness	0.56309865
Sum	10350.25
Variance	16.78635
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.01	208	8.9%
0.03	12	0.5%
0.02	10	0.4%
0.56	9	0.4%
0.09	9	0.4%
0.49	8	0.3%
1.18	8	0.3%
0.21	8	0.3%
1.29	8	0.3%
0.06	8	0.3%
Other values (974)	1896	80.7%
(Missing)	166	7.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.01	208	8.9%
0.02	10	0.4%
0.03	12	0.5%
0.04	7	0.3%
0.05	7	0.3%
0.06	8	0.3%
0.07	3	0.1%
0.08	6	0.3%
0.09	9	0.4%
0.1	4	0.2%

Value	Count	Frequency (%)
17.87	1	< 0.1%
17.31	1	< 0.1%
16.99	1	< 0.1%
16.58	1	< 0.1%
16.35	1	< 0.1%
15.52	1	< 0.1%
15.19	1	< 0.1%
15.14	1	< 0.1%
15.07	1	< 0.1%
15.04	2	0.1%

Polio
Real number (ℝ)

Distinct	73
Distinct (%)	3.1%
Missing	17
Missing (%)	0.7%
Infinite	0
Infinite (%)	0.0%
Mean	82.731247

Minimum	3
Maximum	99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	36.7 KiB

Quantile statistics

Minimum	3
5-th percentile	9
Q1	78
median	93
Q3	97
95-th percentile	99
Maximum	99
Range	96
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	23.081076
Coefficient of variation (CV)	0.27898861
Kurtosis	3.903596
Mean	82.731247
Median Absolute Deviation (MAD)	6
Skewness	-2.1111678
Sum	193012
Variance	532.73606
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
99	298	12.7%
98	207	8.8%
97	167	7.1%
96	156	6.6%
95	147	6.3%
94	129	5.5%
93	91	3.9%
92	80	3.4%
91	79	3.4%
88	53	2.3%
Other values (63)	926	39.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	6	0.3%
4	9	0.4%
5	7	0.3%
6	8	0.3%
7	17	0.7%
8	30	1.3%
9	52	2.2%
17	1	< 0.1%
23	1	< 0.1%
24	2	0.1%

Value	Count	Frequency (%)
99	298	12.7%
98	207	8.8%
97	167	7.1%
96	156	6.6%
95	147	6.3%
94	129	5.5%
93	91	3.9%
92	80	3.4%
91	79	3.4%
89	45	1.9%

Total Expenditure
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	772
Distinct (%)	35.7%
Missing	190
Missing (%)	8.1%
Infinite	0
Infinite (%)	0.0%
Mean	5.9579167

Minimum	0.65
Maximum	17.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	36.7 KiB

Quantile statistics

Minimum	0.65
5-th percentile	1.959
Q1	4.28
median	5.78
Q3	7.5
95-th percentile	9.76
Maximum	17.6
Range	16.95
Interquartile range (IQR)	3.22

Descriptive statistics

Standard deviation	2.4841337
Coefficient of variation (CV)	0.4169467
Kurtosis	1.1242021
Mean	5.9579167
Median Absolute Deviation (MAD)	1.58
Skewness	0.59921062
Sum	12869.1
Variance	6.1709201
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.1	9	0.4%
4.7	9	0.4%
4.6	9	0.4%
5.6	9	0.4%
5.25	9	0.4%
5.17	9	0.4%
5.3	9	0.4%
6.7	9	0.4%
5.9	9	0.4%
4.41	8	0.3%
Other values (762)	2071	88.1%
(Missing)	190	8.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.65	1	< 0.1%
0.74	1	< 0.1%
0.76	1	< 0.1%
1.1	2	0.1%
1.12	2	0.1%
1.15	2	0.1%
1.17	2	0.1%
1.18	2	0.1%
1.19	3	0.1%
1.2	2	0.1%

Value	Count	Frequency (%)
17.6	1	< 0.1%
17.24	1	< 0.1%
17.2	2	0.1%
17.14	1	< 0.1%
17	1	< 0.1%
16.2	1	< 0.1%
15.6	1	< 0.1%
15.27	1	< 0.1%
15.15	1	< 0.1%
14.55	1	< 0.1%

Diphtheria
Real number (ℝ)

Distinct	81
Distinct (%)	3.5%
Missing	17
Missing (%)	0.7%
Infinite	0
Infinite (%)	0.0%
Mean	82.168881

Minimum	2
Maximum	99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	36.7 KiB

Quantile statistics

Minimum	2
5-th percentile	9
Q1	78
median	93
Q3	97
95-th percentile	99
Maximum	99
Range	97
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	23.937718
Coefficient of variation (CV)	0.2913234
Kurtosis	3.464934
Mean	82.168881
Median Absolute Deviation (MAD)	5
Skewness	-2.0580538
Sum	191700
Variance	573.01435
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
99	275	11.7%
98	206	8.8%
97	170	7.2%
95	158	6.7%
96	154	6.6%
94	118	5.0%
93	92	3.9%
91	81	3.4%
92	80	3.4%
89	62	2.6%
Other values (71)	937	39.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	1	< 0.1%
3	4	0.2%
4	12	0.5%
5	8	0.3%
6	12	0.5%
7	17	0.7%
8	34	1.4%
9	52	2.2%
16	1	< 0.1%
19	1	< 0.1%

Value	Count	Frequency (%)
99	275	11.7%
98	206	8.8%
97	170	7.2%
96	154	6.6%
95	158	6.7%
94	118	5.0%
93	92	3.9%
92	80	3.4%
91	81	3.4%
89	62	2.6%

HIV/AIDS
Real number (ℝ)

Distinct	183
Distinct (%)	7.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.784

Minimum	0.1
Maximum	50.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	36.7 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.1
Q1	0.1
median	0.1
Q3	0.8
95-th percentile	9.055
Maximum	50.6
Range	50.5
Interquartile range (IQR)	0.7

Descriptive statistics

Standard deviation	5.1063545
Coefficient of variation (CV)	2.8623064
Kurtosis	33.036016
Mean	1.784
Median Absolute Deviation (MAD)	0
Skewness	5.2368558
Sum	4192.4
Variance	26.074857
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1	1417	60.3%
0.2	103	4.4%
0.3	87	3.7%
0.4	56	2.4%
0.5	31	1.3%
0.8	28	1.2%
0.6	27	1.1%
0.9	26	1.1%
0.7	21	0.9%
1.9	18	0.8%
Other values (173)	536	22.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	1417	60.3%
0.2	103	4.4%
0.3	87	3.7%
0.4	56	2.4%
0.5	31	1.3%
0.6	27	1.1%
0.7	21	0.9%
0.8	28	1.2%
0.9	26	1.1%
1	8	0.3%

Value	Count	Frequency (%)
50.6	1	< 0.1%
49.9	1	< 0.1%
49.1	1	< 0.1%
48.8	1	< 0.1%
46.4	1	< 0.1%
43.7	1	< 0.1%
42.1	1	< 0.1%
40.2	1	< 0.1%
39.8	1	< 0.1%
38.8	1	< 0.1%

Thinness 10-19 Years
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	190
Distinct (%)	8.2%
Missing	28
Missing (%)	1.2%
Infinite	0
Infinite (%)	0.0%
Mean	4.7798019

Minimum	0.1
Maximum	27.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	36.7 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.6
Q1	1.5
median	3.3
Q3	7.1
95-th percentile	13.595
Maximum	27.7
Range	27.6
Interquartile range (IQR)	5.6

Descriptive statistics

Standard deviation	4.3857532
Coefficient of variation (CV)	0.91755961
Kurtosis	4.3129781
Mean	4.7798019
Median Absolute Deviation (MAD)	2.3
Skewness	1.7549158
Sum	11098.7
Variance	19.234831
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	68	2.9%
1.9	56	2.4%
1.5	53	2.3%
0.8	52	2.2%
0.7	50	2.1%
1.7	48	2.0%
1.2	48	2.0%
1.1	46	2.0%
2	46	2.0%
1.6	44	1.9%
Other values (180)	1811	77.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	22	0.9%
0.2	33	1.4%
0.3	26	1.1%
0.4	4	0.2%
0.5	29	1.2%
0.6	35	1.5%
0.7	50	2.1%
0.8	52	2.2%
0.9	43	1.8%
1	68	2.9%

Value	Count	Frequency (%)
27.7	1	< 0.1%
27.5	1	< 0.1%
27.4	1	< 0.1%
27.3	1	< 0.1%
27.2	1	< 0.1%
27.1	2	0.1%
27	2	0.1%
26.9	2	0.1%
26.8	2	0.1%
26.7	1	< 0.1%

Thinness 5-9 Years
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	194
Distinct (%)	8.4%
Missing	28
Missing (%)	1.2%
Infinite	0
Infinite (%)	0.0%
Mean	4.8356589

Minimum	0.1
Maximum	28.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	36.7 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.5
Q1	1.5
median	3.3
Q3	7.2
95-th percentile	13.7
Maximum	28.6
Range	28.5
Interquartile range (IQR)	5.7

Descriptive statistics

Standard deviation	4.5019632
Coefficient of variation (CV)	0.9309927
Kurtosis	4.6436919
Mean	4.8356589
Median Absolute Deviation (MAD)	2.3
Skewness	1.81682
Sum	11228.4
Variance	20.267672
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.9	59	2.5%
1	54	2.3%
1.1	53	2.3%
1.9	53	2.3%
0.5	52	2.2%
1.3	47	2.0%
0.6	47	2.0%
2.1	45	1.9%
1.7	44	1.9%
1.4	44	1.9%
Other values (184)	1824	77.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	28	1.2%
0.2	37	1.6%
0.3	21	0.9%
0.4	13	0.6%
0.5	52	2.2%
0.6	47	2.0%
0.7	36	1.5%
0.8	27	1.1%
0.9	59	2.5%
1	54	2.3%

Value	Count	Frequency (%)
28.6	1	< 0.1%
28.5	1	< 0.1%
28.4	1	< 0.1%
28.3	1	< 0.1%
28.1	1	< 0.1%
28	2	0.1%
27.8	2	0.1%
27.7	1	< 0.1%
27.6	1	< 0.1%
27.5	1	< 0.1%

Income Composition Of Resources
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	598
Distinct (%)	27.0%
Missing	138
Missing (%)	5.9%
Infinite	0
Infinite (%)	0.0%
Mean	0.62645479

Minimum	0
Maximum	0.948
Zeros	110
Zeros (%)	4.7%
Negative	0
Negative (%)	0.0%
Memory size	36.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0.2541
Q1	0.494
median	0.677
Q3	0.781
95-th percentile	0.892
Maximum	0.948
Range	0.948
Interquartile range (IQR)	0.287

Descriptive statistics

Standard deviation	0.21388009
Coefficient of variation (CV)	0.34141345
Kurtosis	1.3499079
Mean	0.62645479
Median Absolute Deviation (MAD)	0.128
Skewness	-1.1507686
Sum	1385.718
Variance	0.045744694
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	110	4.7%
0.7	14	0.6%
0.739	12	0.5%
0.636	11	0.5%
0.714	10	0.4%
0.877	9	0.4%
0.86	9	0.4%
0.797	9	0.4%
0.723	9	0.4%
0.706	9	0.4%
Other values (588)	2010	85.5%
(Missing)	138	5.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	110	4.7%
0.253	1	< 0.1%
0.255	1	< 0.1%
0.266	1	< 0.1%
0.268	3	0.1%
0.27	1	< 0.1%
0.276	1	< 0.1%
0.278	1	< 0.1%
0.279	1	< 0.1%
0.283	1	< 0.1%

Value	Count	Frequency (%)
0.948	1	< 0.1%
0.945	1	< 0.1%
0.942	1	< 0.1%
0.941	1	< 0.1%
0.939	1	< 0.1%
0.937	1	< 0.1%
0.936	5	0.2%
0.934	2	0.1%
0.933	1	< 0.1%
0.932	1	< 0.1%

Schooling
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	169
Distinct (%)	7.6%
Missing	136
Missing (%)	5.8%
Infinite	0
Infinite (%)	0.0%
Mean	11.993225

Minimum	0
Maximum	20.7
Zeros	26
Zeros (%)	1.1%
Negative	0
Negative (%)	0.0%
Memory size	36.7 KiB

Quantile statistics

Minimum	0
5-th percentile	5.665
Q1	10.1
median	12.3
Q3	14.3
95-th percentile	16.8
Maximum	20.7
Range	20.7
Interquartile range (IQR)	4.2

Descriptive statistics

Standard deviation	3.4113695
Coefficient of variation (CV)	0.28444138
Kurtosis	0.9719408
Mean	11.993225
Median Absolute Deviation (MAD)	2.1
Skewness	-0.62393212
Sum	26553
Variance	11.637442
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12.9	49	2.1%
12.5	41	1.7%
12.8	40	1.7%
13.3	37	1.6%
12.6	35	1.5%
11.9	34	1.4%
10.7	33	1.4%
12.3	33	1.4%
11.7	32	1.4%
15.8	31	1.3%
Other values (159)	1849	78.7%
(Missing)	136	5.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	26	1.1%
2.8	1	< 0.1%
2.9	3	0.1%
3	1	< 0.1%
3.1	1	< 0.1%
3.5	2	0.1%
3.6	1	< 0.1%
3.7	2	0.1%
3.8	2	0.1%
3.9	2	0.1%

Value	Count	Frequency (%)
20.7	1	< 0.1%
20.5	1	< 0.1%
20.4	3	0.1%
20.3	4	0.2%
20.1	2	0.1%
19.8	1	< 0.1%
19.7	1	< 0.1%
19.5	3	0.1%
19.3	2	0.1%
19.2	5	0.2%

Population
Real number (ℝ)

Distinct	2349
Distinct (%)	100.0%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	36517784

Minimum	10694
Maximum	1.37986 × 10⁹
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	36.7 KiB

Quantile statistics

Minimum	10694
5-th percentile	182886
Q1	2175425
median	8171966
Q3	25782029
95-th percentile	1.275554 × 10⁸
Maximum	1.37986 × 10⁹
Range	1.3798493 × 10⁹
Interquartile range (IQR)	23606604

Descriptive statistics

Standard deviation	1.3396794 × 10⁸
Coefficient of variation (CV)	3.6685672
Kurtosis	73.983276
Mean	36517784
Median Absolute Deviation (MAD)	7289080
Skewness	8.3402681
Sum	8.5780275 × 10¹⁰
Variance	1.794741 × 10¹⁶
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2970017	1	< 0.1%
11229387	1	< 0.1%
92400	1	< 0.1%
883083	1	< 0.1%
19028802	1	< 0.1%
20162340	1	< 0.1%
16602651	1	< 0.1%
9704287	1	< 0.1%
4179350	1	< 0.1%
5312437	1	< 0.1%
Other values (2339)	2339	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10694	1	< 0.1%
17805	1	< 0.1%
35425	1	< 0.1%
51352	1	< 0.1%
75055	1	< 0.1%
76215	1	< 0.1%
77195	1	< 0.1%
78075	1	< 0.1%
78941	1	< 0.1%
79869	1	< 0.1%

Value	Count	Frequency (%)
1379860000	1	< 0.1%
1371860000	1	< 0.1%
1363240000	1	< 0.1%
1354190000	1	< 0.1%
1345035000	1	< 0.1%
1337705000	1	< 0.1%
1331260000	1	< 0.1%
1324655000	1	< 0.1%
1322866505	1	< 0.1%
1317885000	1	< 0.1%

GDP
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	2312
Distinct (%)	98.4%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	3.16707 × 10¹¹

Minimum	0
Maximum	1.8206 × 10¹³
Zeros	38
Zeros (%)	1.6%
Negative	0
Negative (%)	0.0%
Memory size	36.7 KiB

Quantile statistics

Minimum	0
5-th percentile	4.9423294 × 10⁸
Q1	4.7140722 × 10⁹
median	2.0289628 × 10¹⁰
Q3	1.37244 × 10¹¹
95-th percentile	1.448306 × 10¹²
Maximum	1.8206 × 10¹³
Range	1.8206 × 10¹³
Interquartile range (IQR)	1.3252993 × 10¹¹

Descriptive statistics

Standard deviation	1.2771143 × 10¹²
Coefficient of variation (CV)	4.032479
Kurtosis	92.923588
Mean	3.16707 × 10¹¹
Median Absolute Deviation (MAD)	1.937437 × 10¹⁰
Skewness	8.8219407
Sum	7.4394475 × 10¹⁴
Variance	1.631021 × 10²⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	38	1.6%
1.067732414 × 10¹⁰	1	< 0.1%
2.95087 × 10¹¹	1	< 0.1%
3076305453	1	< 0.1%
4.15851 × 10¹¹	1	< 0.1%
5.238100689 × 10¹⁰	1	< 0.1%
1.208029664 × 10¹⁰	1	< 0.1%
6013184809	1	< 0.1%
5567405605	1	< 0.1%
2.150206146 × 10¹⁰	1	< 0.1%
Other values (2302)	2302	98.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	38	1.6%
63101272.37	1	< 0.1%
67254174.4	1	< 0.1%
72196457.68	1	< 0.1%
85171308.17	1	< 0.1%
90231856.8	1	< 0.1%
98491843.64	1	< 0.1%
102085583.5	1	< 0.1%
102367039.3	1	< 0.1%
114582561.6	1	< 0.1%

Value	Count	Frequency (%)
1.8206 × 10¹³	1	< 0.1%
1.75507 × 10¹³	1	< 0.1%
1.6254 × 10¹³	1	< 0.1%
1.55997 × 10¹³	1	< 0.1%
1.5049 × 10¹³	1	< 0.1%
1.47699 × 10¹³	1	< 0.1%
1.44781 × 10¹³	1	< 0.1%
1.38156 × 10¹³	1	< 0.1%
1.30392 × 10¹³	1	< 0.1%
1.14564 × 10¹³	1	< 0.1%

Percentage Expenditure
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	861
Distinct (%)	37.7%
Missing	69
Missing (%)	2.9%
Infinite	0
Infinite (%)	0.0%
Mean	5.9870671

Minimum	1.26
Maximum	20.41
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	36.7 KiB

Quantile statistics

Minimum	1.26
5-th percentile	2.55
Q1	4.13
median	5.52
Q3	7.72
95-th percentile	10.23
Maximum	20.41
Range	19.15
Interquartile range (IQR)	3.59

Descriptive statistics

Standard deviation	2.4869015
Coefficient of variation (CV)	0.41537892
Kurtosis	0.92610314
Mean	5.9870671
Median Absolute Deviation (MAD)	1.7
Skewness	0.75543855
Sum	13656.5
Variance	6.184679
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.76	12	0.5%
5.02	10	0.4%
5.08	9	0.4%
4.65	9	0.4%
5.22	8	0.3%
4.43	8	0.3%
4.44	8	0.3%
5.28	8	0.3%
4.47	8	0.3%
5.29	8	0.3%
Other values (851)	2193	93.3%
(Missing)	69	2.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.26	1	< 0.1%
1.51	1	< 0.1%
1.52	1	< 0.1%
1.55	2	0.1%
1.57	1	< 0.1%
1.6	1	< 0.1%
1.66	1	< 0.1%
1.7	1	< 0.1%
1.75	2	0.1%
1.82	1	< 0.1%

Value	Count	Frequency (%)
20.41	1	< 0.1%
17.73	1	< 0.1%
16.52	1	< 0.1%
16.26	1	< 0.1%
16.25	1	< 0.1%
16.23	1	< 0.1%
16.2	1	< 0.1%
16.18	1	< 0.1%
15.27	1	< 0.1%
15.13	1	< 0.1%

BMI
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	2323
Distinct (%)	100.0%
Missing	27
Missing (%)	1.1%
Infinite	0
Infinite (%)	0.0%
Mean	50.396512

Minimum	39.729504
Maximum	65.78269
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	36.7 KiB

Quantile statistics

Minimum	39.729504
5-th percentile	42.802921
Q1	46.855045
median	51.358675
Q3	53.218797
95-th percentile	57.056138
Maximum	65.78269
Range	26.053186
Interquartile range (IQR)	6.3637515

Descriptive statistics

Standard deviation	4.488411
Coefficient of variation (CV)	0.089061938
Kurtosis	-0.051216427
Mean	50.396512
Median Absolute Deviation (MAD)	2.8196631
Skewness	-0.034733399
Sum	117071.1
Variance	20.145834
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
54.85824827	1	< 0.1%
44.26541225	1	< 0.1%
44.60697812	1	< 0.1%
58.11596844	1	< 0.1%
53.98840553	1	< 0.1%
52.7578119	1	< 0.1%
44.84115766	1	< 0.1%
43.805073	1	< 0.1%
44.3081342	1	< 0.1%
49.83333758	1	< 0.1%
Other values (2313)	2313	98.4%
(Missing)	27	1.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
39.72950381	1	< 0.1%
39.84934406	1	< 0.1%
39.93079504	1	< 0.1%
39.96379172	1	< 0.1%
40.11504066	1	< 0.1%
40.17793102	1	< 0.1%
40.30733255	1	< 0.1%
40.35296874	1	< 0.1%
40.36906543	1	< 0.1%
40.45866886	1	< 0.1%

Value	Count	Frequency (%)
65.78268964	1	< 0.1%
65.58608482	1	< 0.1%
64.74180289	1	< 0.1%
64.61432124	1	< 0.1%
64.51581414	1	< 0.1%
64.49665805	1	< 0.1%
64.37972883	1	< 0.1%
64.29140071	1	< 0.1%
64.2638291	1	< 0.1%
64.14947373	1	< 0.1%

Infant Deaths
Real number (ℝ)

Distinct	794
Distinct (%)	33.8%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	30.624819

Minimum	1.8
Maximum	138.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	36.7 KiB

Quantile statistics

Minimum	1.8
5-th percentile	3.2
Q1	7.9
median	19.6
Q3	48.5
95-th percentile	87.46
Maximum	138.1
Range	136.3
Interquartile range (IQR)	40.6

Descriptive statistics

Standard deviation	27.803616
Coefficient of variation (CV)	0.90787855
Kurtosis	0.31973368
Mean	30.624819
Median Absolute Deviation (MAD)	14.7
Skewness	1.0806411
Sum	71937.7
Variance	773.04107
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.3	24	1.0%
3.5	21	0.9%
3.4	18	0.8%
4.3	18	0.8%
3.7	16	0.7%
4.7	16	0.7%
3.6	16	0.7%
3.8	15	0.6%
4.1	14	0.6%
6.9	14	0.6%
Other values (784)	2177	92.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.8	1	< 0.1%
1.9	2	0.1%
2	3	0.1%
2.1	2	0.1%
2.2	10	0.4%
2.3	12	0.5%
2.4	14	0.6%
2.5	11	0.5%
2.6	9	0.4%
2.7	8	0.3%

Value	Count	Frequency (%)
138.1	1	< 0.1%
135.6	1	< 0.1%
132.9	1	< 0.1%
130.2	1	< 0.1%
127.9	1	< 0.1%
127.2	1	< 0.1%
119.7	1	< 0.1%
118.2	1	< 0.1%
117.6	1	< 0.1%
114.5	1	< 0.1%

Under-Five Deaths
Real number (ℝ)

Distinct	794
Distinct (%)	33.8%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	30.624819

Minimum	1.8
Maximum	138.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	36.7 KiB

Quantile statistics

Minimum	1.8
5-th percentile	3.2
Q1	7.9
median	19.6
Q3	48.5
95-th percentile	87.46
Maximum	138.1
Range	136.3
Interquartile range (IQR)	40.6

Descriptive statistics

Standard deviation	27.803616
Coefficient of variation (CV)	0.90787855
Kurtosis	0.31973368
Mean	30.624819
Median Absolute Deviation (MAD)	14.7
Skewness	1.0806411
Sum	71937.7
Variance	773.04107
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.3	24	1.0%
3.5	21	0.9%
3.4	18	0.8%
4.3	18	0.8%
3.7	16	0.7%
4.7	16	0.7%
3.6	16	0.7%
3.8	15	0.6%
4.1	14	0.6%
6.9	14	0.6%
Other values (784)	2177	92.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.8	1	< 0.1%
1.9	2	0.1%
2	3	0.1%
2.1	2	0.1%
2.2	10	0.4%
2.3	12	0.5%
2.4	14	0.6%
2.5	11	0.5%
2.6	9	0.4%
2.7	8	0.3%

Value	Count	Frequency (%)
138.1	1	< 0.1%
135.6	1	< 0.1%
132.9	1	< 0.1%
130.2	1	< 0.1%
127.9	1	< 0.1%
127.2	1	< 0.1%
119.7	1	< 0.1%
118.2	1	< 0.1%
117.6	1	< 0.1%
114.5	1	< 0.1%

Hepatitis B
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	87
Distinct (%)	4.6%
Missing	452
Missing (%)	19.2%
Infinite	0
Infinite (%)	0.0%
Mean	85.254478

Minimum	5
Maximum	99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	36.7 KiB

Quantile statistics

Minimum	5
5-th percentile	46
Q1	80
median	92
Q3	97
95-th percentile	99
Maximum	99
Range	94
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	17.109035
Coefficient of variation (CV)	0.20068195
Kurtosis	4.39266
Mean	85.254478
Median Absolute Deviation (MAD)	6
Skewness	-2.0400703
Sum	161813
Variance	292.71908
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
99	185	7.9%
98	172	7.3%
96	140	6.0%
97	120	5.1%
95	120	5.1%
94	97	4.1%
93	77	3.3%
92	76	3.2%
91	69	2.9%
88	53	2.3%
Other values (77)	789	33.6%
(Missing)	452	19.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5	2	0.1%
6	2	0.1%
7	2	0.1%
8	1	< 0.1%
10	1	< 0.1%
14	7	0.3%
15	1	< 0.1%
17	2	0.1%
18	1	< 0.1%
20	2	0.1%

Value	Count	Frequency (%)
99	185	7.9%
98	172	7.3%
97	120	5.1%
96	140	6.0%
95	120	5.1%
94	97	4.1%
93	77	3.3%
92	76	3.2%
91	69	2.9%
90	52	2.2%

Measles
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	811
Distinct (%)	36.4%
Missing	122
Missing (%)	5.2%
Infinite	0
Infinite (%)	0.0%
Mean	2404.7572

Minimum	0
Maximum	212183
Zeros	649
Zeros (%)	27.6%
Negative	0
Negative (%)	0.0%
Memory size	36.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	24
Q3	421.25
95-th percentile	9974.95
Maximum	212183
Range	212183
Interquartile range (IQR)	421.25

Descriptive statistics

Standard deviation	11463.594
Coefficient of variation (CV)	4.7670484
Kurtosis	133.75115
Mean	2404.7572
Median Absolute Deviation (MAD)	24
Skewness	10.196583
Sum	5357799
Variance	1.3141398 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	649	27.6%
1	82	3.5%
2	60	2.6%
3	33	1.4%
4	27	1.1%
6	23	1.0%
7	22	0.9%
5	19	0.8%
8	19	0.8%
11	19	0.8%
Other values (801)	1275	54.3%
(Missing)	122	5.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	649	27.6%
1	82	3.5%
2	60	2.6%
3	33	1.4%
4	27	1.1%
5	19	0.8%
6	23	1.0%
7	22	0.9%
8	19	0.8%
9	18	0.8%

Value	Count	Frequency (%)
212183	1	< 0.1%
182485	1	< 0.1%
168107	1	< 0.1%
141258	1	< 0.1%
133802	1	< 0.1%
131441	1	< 0.1%
110927	1	< 0.1%
109023	1	< 0.1%
88381	1	< 0.1%
80123	1	< 0.1%

Auto

Heatmap
Table

	Year	Life Expectancy	Adult Mortality	Alcohol	Polio	Total Expenditure	Diphtheria	HIV/AIDS	Thinness 10-19 Years	Thinness 5-9 Years	Income Composition Of Resources	Schooling	Population	GDP	Percentage Expenditure	BMI	Infant Deaths	Under-Five Deaths	Hepatitis B	Measles	Status
Year	1.000	0.160	-0.056	-0.088	0.087	0.078	0.114	-0.049	-0.034	-0.038	0.198	0.195	0.050	0.193	0.095	0.187	-0.148	-0.148	0.085	-0.110	0.000
Life Expectancy	0.160	1.000	-0.655	0.449	0.536	0.288	0.545	-0.762	-0.614	-0.625	0.870	0.815	-0.020	0.559	0.407	0.592	-0.927	-0.927	0.364	-0.289	0.627
Adult Mortality	-0.056	-0.655	1.000	-0.219	-0.323	-0.161	-0.329	0.528	0.397	0.408	-0.562	-0.507	0.015	-0.364	-0.252	-0.386	0.600	0.600	-0.238	0.143	0.371
Alcohol	-0.088	0.449	-0.219	1.000	0.271	0.346	0.288	-0.216	-0.464	-0.459	0.521	0.568	-0.018	0.344	0.443	0.285	-0.548	-0.548	0.109	-0.228	0.675
Polio	0.087	0.536	-0.323	0.271	1.000	0.142	0.926	-0.494	-0.218	-0.229	0.514	0.512	-0.065	0.260	0.194	0.334	-0.591	-0.591	0.770	-0.281	0.304
Total Expenditure	0.078	0.288	-0.161	0.346	0.142	1.000	0.157	-0.137	-0.366	-0.383	0.223	0.295	-0.028	0.107	0.637	0.246	-0.300	-0.300	0.065	-0.197	0.415
Diphtheria	0.114	0.545	-0.329	0.288	0.926	0.157	1.000	-0.480	-0.228	-0.237	0.520	0.521	-0.058	0.290	0.189	0.345	-0.601	-0.601	0.786	-0.274	0.315
HIV/AIDS	-0.049	-0.762	0.528	-0.216	-0.494	-0.137	-0.480	1.000	0.488	0.470	-0.658	-0.623	0.029	-0.387	-0.253	-0.578	0.735	0.735	-0.359	0.206	0.129
Thinness 10-19 Years	-0.034	-0.614	0.397	-0.464	-0.218	-0.366	-0.228	0.488	1.000	0.943	-0.577	-0.576	0.076	-0.311	-0.458	-0.548	0.617	0.617	-0.073	0.308	0.470
Thinness 5-9 Years	-0.038	-0.625	0.408	-0.459	-0.229	-0.383	-0.237	0.470	0.943	1.000	-0.579	-0.581	0.094	-0.301	-0.473	-0.561	0.621	0.621	-0.092	0.322	0.475
Income Composition Of Resources	0.198	0.870	-0.562	0.521	0.514	0.223	0.520	-0.658	-0.577	-0.579	1.000	0.900	-0.008	0.616	0.333	0.614	-0.906	-0.906	0.358	-0.232	0.709
Schooling	0.195	0.815	-0.507	0.568	0.512	0.295	0.521	-0.623	-0.576	-0.581	0.900	1.000	-0.046	0.526	0.439	0.607	-0.884	-0.884	0.371	-0.296	0.647
Population	0.050	-0.020	0.015	-0.018	-0.065	-0.028	-0.058	0.029	0.076	0.094	-0.008	-0.046	1.000	0.687	-0.021	-0.263	0.072	0.072	-0.172	0.553	0.178
GDP	0.193	0.559	-0.364	0.344	0.260	0.107	0.290	-0.387	-0.311	-0.301	0.616	0.526	0.687	1.000	0.177	0.232	-0.541	-0.541	0.064	0.249	0.248
Percentage Expenditure	0.095	0.407	-0.252	0.443	0.194	0.637	0.189	-0.253	-0.458	-0.473	0.333	0.439	-0.021	0.177	1.000	0.284	-0.415	-0.415	0.048	-0.231	0.433
BMI	0.187	0.592	-0.386	0.285	0.334	0.246	0.345	-0.578	-0.548	-0.561	0.614	0.607	-0.263	0.232	0.284	1.000	-0.602	-0.602	0.284	-0.438	0.363
Infant Deaths	-0.148	-0.927	0.600	-0.548	-0.591	-0.300	-0.601	0.735	0.617	0.621	-0.906	-0.884	0.072	-0.541	-0.415	-0.602	1.000	1.000	-0.435	0.299	0.548
Under-Five Deaths	-0.148	-0.927	0.600	-0.548	-0.591	-0.300	-0.601	0.735	0.617	0.621	-0.906	-0.884	0.072	-0.541	-0.415	-0.602	1.000	1.000	-0.435	0.299	0.548
Hepatitis B	0.085	0.364	-0.238	0.109	0.770	0.065	0.786	-0.359	-0.073	-0.092	0.358	0.371	-0.172	0.064	0.048	0.284	-0.435	-0.435	1.000	-0.250	0.177
Measles	-0.110	-0.289	0.143	-0.228	-0.281	-0.197	-0.274	0.206	0.308	0.322	-0.232	-0.296	0.553	0.249	-0.231	-0.438	0.299	0.299	-0.250	1.000	0.000
Status	0.000	0.627	0.371	0.675	0.304	0.415	0.315	0.129	0.470	0.475	0.709	0.647	0.178	0.248	0.433	0.363	0.548	0.548	0.177	0.000	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	Country	Year	Status	Life Expectancy	Adult Mortality	Alcohol	Polio	Total Expenditure	Diphtheria	HIV/AIDS	Thinness 10-19 Years	Thinness 5-9 Years	Income Composition Of Resources	Schooling	Population	GDP	Percentage Expenditure	BMI	Infant Deaths	Under-Five Deaths	Hepatitis B	Measles
1155	Albania	2007	Developing	75.9	9.0	5.58	99.0	6.10	98.0	0.1	1.6	1.7	0.703	11.6	2970017.0	1.067732e+10	6.32	51.930348	15.3	15.3	98.0	22.0
937	Uruguay	2007	Developing	75.4	124.0	6.67	94.0	8.23	94.0	0.1	1.6	1.5	0.760	15.3	3328651.0	2.341057e+10	7.49	53.198234	11.0	11.0	94.0	0.0
973	Guyana	2005	Developing	65.0	238.0	7.35	93.0	5.83	93.0	1.8	5.7	5.5	0.619	11.4	759709.0	8.248806e+08	3.79	50.670114	33.4	33.4	93.0	0.0
2081	Cabo Verde	2013	Developing	72.8	12.0	0.01	93.0	4.29	93.0	0.2	6.9	6.9	0.643	13.6	539940.0	1.850470e+09	5.29	48.906841	19.2	19.2	93.0	0.0
354	Moldova	2002	Developing	67.5	225.0	6.71	98.0	8.31	97.0	0.1	3.4	3.6	NaN	NaN	2911385.0	1.661818e+09	7.40	52.348548	21.7	21.7	99.0	4929.0
2570	Netherlands	2012	Developed	81.1	62.0	9.05	97.0	11.10	97.0	0.1	1.0	0.9	0.921	18.1	16754962.0	8.389230e+11	10.54	51.341548	3.6	3.6	20.0	10.0
1658	Djibouti	2004	Developing	58.1	326.0	1.18	64.0	6.76	64.0	4.0	6.0	5.9	0.388	3.7	818373.0	6.660721e+08	3.32	47.569780	72.9	72.9	NaN	71.0
790	Cameroon	2004	Developing	52.1	412.0	4.71	72.0	4.73	73.0	7.5	7.0	7.1	0.455	8.2	16809407.0	1.882622e+10	4.02	47.104166	79.7	79.7	NaN	358.0
116	DR Congo	2015	Developing	59.8	258.0	NaN	78.0	NaN	81.0	1.1	9.5	9.3	NaN	NaN	78656904.0	3.791770e+10	3.97	44.001641	73.0	73.0	70.0	5020.0
12	Slovakia	2000	Developed	73.0	147.0	11.06	98.0	5.50	99.0	0.1	1.6	1.7	0.761	13.0	5388720.0	2.924256e+10	5.30	51.317097	8.2	8.2	98.0	0.0

	Country	Year	Status	Life Expectancy	Adult Mortality	Alcohol	Polio	Total Expenditure	Diphtheria	HIV/AIDS	Thinness 10-19 Years	Thinness 5-9 Years	Income Composition Of Resources	Schooling	Population	GDP	Percentage Expenditure	BMI	Infant Deaths	Under-Five Deaths	Hepatitis B	Measles
2686	Chile	2012	Developing	79.9	84.0	6.76	9.0	7.24	9.0	0.1	0.8	0.8	0.826	15.5	17341771.0	2.671760e+11	7.02	55.589562	7.2	7.2	90.0	0.0
2161	El Salvador	2003	Developing	69.9	29.0	3.10	93.0	7.61	94.0	0.3	2.0	1.9	0.628	12.0	6026849.0	1.324389e+10	8.41	52.894234	23.5	23.5	94.0	0.0
96	St. Lucia	2003	Developing	72.2	171.0	12.55	91.0	6.10	9.0	0.2	4.4	4.4	0.684	12.4	163047.0	9.874074e+08	5.24	55.135782	15.7	15.7	84.0	0.0
1761	Uruguay	2005	Developing	75.7	123.0	6.35	96.0	11.15	96.0	0.1	1.6	1.6	0.753	15.5	3317665.0	1.736286e+10	7.76	52.827531	12.5	12.5	96.0	0.0
1593	Burkina Faso	2010	Developing	57.5	279.0	4.55	9.0	7.17	91.0	1.0	9.0	8.6	0.365	6.3	16116845.0	1.010962e+10	5.24	43.673741	68.1	68.1	91.0	2511.0
1147	Central African Republic	2002	Developing	45.6	58.0	1.47	42.0	4.16	44.0	13.4	1.2	1.2	0.315	5.4	3930648.0	9.960682e+08	4.23	43.459435	108.5	108.5	NaN	938.0
2154	Serbia	2003	Developing	73.0	134.0	7.25	89.0	8.13	89.0	0.1	2.7	2.7	0.715	13.0	7480591.0	2.248237e+10	8.13	51.123651	9.1	9.1	NaN	15.0
1766	Estonia	2005	Developing	72.8	189.0	15.52	96.0	5.20	96.0	0.1	2.1	2.2	0.812	15.9	1354775.0	1.410679e+10	5.06	51.993223	5.7	5.7	95.0	2.0
1122	Guinea	2010	Developing	57.8	291.0	0.20	62.0	4.55	64.0	2.2	8.2	8.2	0.380	8.3	10270728.0	6.853468e+09	3.43	45.273922	74.4	74.4	64.0	45.0
1346	Uganda	2006	Developing	54.9	41.0	9.81	62.0	9.86	64.0	8.6	6.4	6.4	0.434	10.6	28773227.0	9.977648e+09	6.46	43.278460	61.6	61.6	64.0	5736.0

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Other Punctuation

Space Separator

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

None

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample